@Manual{arules2024,
title = {{arules}: Mining Association Rules and Frequent Itemsets},
  author = {Michael Hahsler and Christian Buchta and Bettina Gruen and Kurt Hornik},
  year = {2024},
  note = {R package version 1.7-8},
  url = {https://CRAN.R-project.org/package=arules},
}

@Article{arules2005,
  title = {arules -- {A} Computational Environment for Mining Association Rules and Frequent Item Sets},
  author = {Michael Hahsler and Bettina Gruen and Kurt Hornik},
  year = {2005},
  journal = {Journal of Statistical Software},
  volume = {14},
  number = {15},
  pages = {1--25},
  doi = {10.18637/jss.v014.i15},
  month = {October},
  issn = {1548-7660},
}

@Article{arules2011,
  title = {The arules R-Package Ecosystem: Analyzing Interesting Patterns from Large Transaction Datasets},
  author = {Michael Hahsler and Sudheer Chelluboina and Kurt Hornik and Christian Buchta},
  year = {2011},
  journal = {Journal of Machine Learning Research},
  volume = {12},
  pages = {1977--1981},
  url = {https://jmlr.csail.mit.edu/papers/v12/hahsler11a.html},
}
@Manual{base,
title = {{R}: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2024},
  url = {https://www.R-project.org/},
}
@Article{caret,
  title = {Building Predictive Models in R Using the caret Package},
  volume = {28},
  url = {https://www.jstatsoft.org/index.php/jss/article/view/v028i05},
  doi = {10.18637/jss.v028.i05},
  number = {5},
  journal = {Journal of Statistical Software},
  author = {{Kuhn} and {Max}},
  year = {2008},
  pages = {1–26},
}
@Manual{ceterisParibus,
title = {{ceterisParibus}: Ceteris Paribus Profiles},
  author = {Przemyslaw Biecek},
  year = {2020},
  note = {R package version 0.4.2},
  url = {https://CRAN.R-project.org/package=ceterisParibus},
}
@Article{DALEX,
title = {{DALEX}: Explainers for Complex Predictive Models in R},
  author = {Przemyslaw Biecek},
  journal = {Journal of Machine Learning Research},
  year = {2018},
  volume = {19},
  pages = {1-5},
  number = {84},
  url = {https://jmlr.org/papers/v19/18-416.html},
}
@Manual{datatable,
title = {{data.table}: Extension of `{data.frame}'},
  author = {Tyson Barrett and Matt Dowle and Arun Srinivasan and Jan Gorecki and Michael Chirico and Toby Hocking and Benjamin Schwendinger},
  year = {2024},
  note = {R package version 1.16.2},
  url = {https://CRAN.R-project.org/package=data.table},
}
@Manual{e1071,
  title = {e1071: Misc Functions of the Department of Statistics, Probability
Theory Group (Formerly: E1071), TU Wien},
  author = {David Meyer and Evgenia Dimitriadou and Kurt Hornik and Andreas Weingessel and Friedrich Leisch},
  year = {2024},
  note = {R package version 1.7-16},
  url = {https://CRAN.R-project.org/package=e1071},
}
@Manual{GGally,
title = {{GGally}: Extension to `{ggplot2}'},
  author = {Barret Schloerke and Di Cook and Joseph Larmarange and Francois Briatte and Moritz Marbach and Edwin Thoen and Amos Elberg and Jason Crowley},
  year = {2024},
  note = {R package version 2.2.1},
  url = {https://CRAN.R-project.org/package=GGally},
}
@Article{glmnet2010,
  title = {Regularization Paths for Generalized Linear Models via Coordinate Descent},
  author = {Jerome Friedman and Robert Tibshirani and Trevor Hastie},
  journal = {Journal of Statistical Software},
  year = {2010},
  volume = {33},
  number = {1},
  pages = {1--22},
  doi = {10.18637/jss.v033.i01},
}

@Article{glmnet2011,
  title = {Regularization Paths for Cox's Proportional Hazards Model via Coordinate Descent},
  author = {Noah Simon and Jerome Friedman and Robert Tibshirani and Trevor Hastie},
  journal = {Journal of Statistical Software},
  year = {2011},
  volume = {39},
  number = {5},
  pages = {1--13},
  doi = {10.18637/jss.v039.i05},
}

@Article{glmnet2023,
  title = {Elastic Net Regularization Paths for All Generalized Linear Models},
  author = {J. Kenneth Tay and Balasubramanian Narasimhan and Trevor Hastie},
  journal = {Journal of Statistical Software},
  year = {2023},
  volume = {106},
  number = {1},
  pages = {1--31},
  doi = {10.18637/jss.v106.i01},
}
@Manual{grid,
title = {{R}: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2024},
  url = {https://www.R-project.org/},
}
@Article{iml,
  author = {Christoph Molnar and Bernd Bischl and Giuseppe Casalicchio},
title = {{iml}: An R package for Interpretable Machine Learning},
  doi = {10.21105/joss.00786},
  url = {https://joss.theoj.org/papers/10.21105/joss.00786},
  year = {2018},
  publisher = {Journal of Open Source Software},
  volume = {3},
  number = {26},
  pages = {786},
  journal = {JOSS},
}
@Manual{infotheo,
title = {{infotheo}: Information-Theoretic Measures},
  author = {Patrick E. Meyer},
  year = {2022},
  note = {R package version 1.2.0.1},
  url = {https://CRAN.R-project.org/package=infotheo},
}
@Manual{interactions,
title = {{interactions}: Comprehensive, User-Friendly Toolkit for Probing Interactions},
  author = {Jacob A. Long},
  year = {2024},
  note = {R package version 1.2.0},
  url = {https://cran.r-project.org/package=interactions},
  doi = {10.32614/CRAN.package.interactions},
}
@Manual{jpeg,
title = {{jpeg}: Read and write JPEG images},
  author = {Simon Urbanek},
  year = {2022},
  note = {R package version 0.1-10},
  url = {https://CRAN.R-project.org/package=jpeg},
}
@Manual{kableExtra,
title = {{kableExtra}: Construct Complex Table with `{kable}' and Pipe Syntax},
  author = {Hao Zhu},
  year = {2024},
  note = {R package version 1.4.0},
  url = {https://CRAN.R-project.org/package=kableExtra},
}
@Manual{knitr2024,
title = {{knitr}: A General-Purpose Package for Dynamic Report Generation in R},
  author = {Yihui Xie},
  year = {2024},
  note = {R package version 1.48},
  url = {https://yihui.org/knitr/},
}

@Book{knitr2015,
  title = {Dynamic Documents with {R} and knitr},
  author = {Yihui Xie},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2015},
  edition = {2nd},
  note = {ISBN 978-1498716963},
  url = {https://yihui.org/knitr/},
}

@InCollection{knitr2014,
  booktitle = {Implementing Reproducible Computational Research},
  editor = {Victoria Stodden and Friedrich Leisch and Roger D. Peng},
title = {{knitr}: A Comprehensive Tool for Reproducible Research in {R}},
  author = {Yihui Xie},
  publisher = {Chapman and Hall/CRC},
  year = {2014},
  note = {ISBN 978-1466561595},
}
@Manual{latex2exp,
  title = {latex2exp: Use LaTeX Expressions in Plots},
  author = {Stefano Meschiari},
  year = {2022},
  note = {R package version 0.9.6},
  url = {https://CRAN.R-project.org/package=latex2exp},
}
@Manual{Metrics,
title = {{Metrics}: Evaluation Metrics for Machine Learning},
  author = {Ben Hamner and Michael Frasco},
  year = {2018},
  note = {R package version 0.1.4},
  url = {https://CRAN.R-project.org/package=Metrics},
}
@Article{mgcv2011,
  title = {Fast stable restricted maximum likelihood and marginal 
likelihood estimation of semiparametric generalized linear models},
  journal = {Journal of the Royal Statistical Society (B)},
  volume = {73},
  number = {1},
  pages = {3-36},
  year = {2011},
  author = {S. N. Wood},
}

@Article{mgcv2016,
  title = {Smoothing parameter and model selection for general smooth models (with discussion)},
  author = {S.N. Wood and {N.} and {Pya} and B. S{"a}fken},
  journal = {Journal of the American Statistical Association},
  year = {2016},
  pages = {1548-1575},
  volume = {111},
}

@Article{mgcv2004,
  title = {Stable and efficient multiple smoothing parameter estimation for 
         generalized additive models},
  journal = {Journal of the American Statistical Association},
  volume = {99},
  number = {467},
  pages = {673-686},
  year = {2004},
  author = {S. N. Wood},
}

@Book{mgcv2017,
  title = {Generalized Additive Models: An Introduction with R},
  year = {2017},
  author = {S.N Wood},
  edition = {2},
  publisher = {Chapman and Hall/CRC},
}

@Article{mgcv2003,
  title = {Thin-plate regression splines},
  journal = {Journal of the Royal Statistical Society (B)},
  volume = {65},
  number = {1},
  pages = {95-114},
  year = {2003},
  author = {S. N. Wood},
}
@Book{nnet,
  title = {Modern Applied Statistics with S},
  author = {W. N. Venables and B. D. Ripley},
  publisher = {Springer},
  edition = {Fourth},
  address = {New York},
  year = {2002},
  note = {ISBN 0-387-95457-0},
  url = {https://www.stats.ox.ac.uk/pub/MASS4/},
}
@Manual{OneR,
title = {{OneR}: One Rule Machine Learning Classification Algorithm with
Enhancements},
  author = {Holger {von Jouanne-Diedrich}},
  year = {2017},
  note = {R package version 2.2},
  url = {https://CRAN.R-project.org/package=OneR},
}
@Manual{palmerpenguins,
title = {{palmerpenguins}: Palmer Archipelago (Antarctica) penguin data},
  author = {Allison Marie Horst and Alison Presmanes Hill and Kristen B Gorman},
  year = {2020},
  note = {R package version 0.1.0},
  doi = {10.5281/zenodo.3960218},
  url = {https://allisonhorst.github.io/palmerpenguins/},
}
@Article{partykit2015,
  title = {{partykit}: A Modular Toolkit for Recursive Partytioning in {R}},
  author = {Torsten Hothorn and Achim Zeileis},
  journal = {Journal of Machine Learning Research},
  year = {2015},
  volume = {16},
  pages = {3905-3909},
  url = {https://jmlr.org/papers/v16/hothorn15a.html},
}

@Article{partykit2006,
  title = {Unbiased Recursive Partitioning: A Conditional Inference Framework},
  author = {Torsten Hothorn and Kurt Hornik and Achim Zeileis},
  journal = {Journal of Computational and Graphical Statistics},
  year = {2006},
  volume = {15},
  number = {3},
  doi = {10.1198/106186006X133933},
  pages = {651--674},
}

@Article{partykit2008,
  title = {Model-Based Recursive Partitioning},
  author = {Achim Zeileis and Torsten Hothorn and Kurt Hornik},
  journal = {Journal of Computational and Graphical Statistics},
  year = {2008},
  volume = {17},
  number = {2},
  doi = {10.1198/106186008X319331},
  pages = {492--514},
}
@Manual{patchwork,
title = {{patchwork}: The Composer of Plots},
  author = {Thomas Lin Pedersen},
  year = {2024},
  note = {R package version 1.3.0},
  url = {https://CRAN.R-project.org/package=patchwork},
}
@Article{pre,
  title = {Fitting Prediction Rule Ensembles with {R} Package {pre}},
  author = {Marjolein Fokkema},
  journal = {Journal of Statistical Software},
  year = {2020},
  volume = {92},
  number = {12},
  pages = {1--30},
  doi = {10.18637/jss.v092.i12},
}
@Article{randomForest,
  title = {Classification and Regression by randomForest},
  author = {Andy Liaw and Matthew Wiener},
  journal = {R News},
  year = {2002},
  volume = {2},
  number = {3},
  pages = {18-22},
  url = {https://CRAN.R-project.org/doc/Rnews/},
}
@Article{ranger,
  title = {{ranger}: A Fast Implementation of Random Forests for High Dimensional Data in {C++} and {R}},
  author = {Marvin N. Wright and Andreas Ziegler},
  journal = {Journal of Statistical Software},
  year = {2017},
  volume = {77},
  number = {1},
  pages = {1--17},
  doi = {10.18637/jss.v077.i01},
}
@Manual{renv,
title = {{renv}: Project Environments},
  author = {Kevin Ushey and Hadley Wickham},
  year = {2025},
  note = {R package version 1.1.2},
  url = {https://CRAN.R-project.org/package=renv},
}
@Article{reshape2,
  title = {Reshaping Data with the {reshape} Package},
  author = {Hadley Wickham},
  journal = {Journal of Statistical Software},
  year = {2007},
  volume = {21},
  number = {12},
  pages = {1--20},
  url = {http://www.jstatsoft.org/v21/i12/},
}
@Manual{rJava,
title = {{rJava}: Low-Level R to Java Interface},
  author = {Simon Urbanek},
  year = {2024},
  note = {R package version 1.0-11},
  url = {https://CRAN.R-project.org/package=rJava},
}
@Manual{rmarkdown2024,
title = {{rmarkdown}: Dynamic Documents for R},
  author = {JJ Allaire and Yihui Xie and Christophe Dervieux and Jonathan McPherson and Javier Luraschi and Kevin Ushey and Aron Atkins and Hadley Wickham and Joe Cheng and Winston Chang and Richard Iannone},
  year = {2024},
  note = {R package version 2.29},
  url = {https://github.com/rstudio/rmarkdown},
}

@Book{rmarkdown2018,
  title = {R Markdown: The Definitive Guide},
  author = {Yihui Xie and J.J. Allaire and Garrett Grolemund},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2018},
  isbn = {9781138359338},
  url = {https://bookdown.org/yihui/rmarkdown},
}

@Book{rmarkdown2020,
  title = {R Markdown Cookbook},
  author = {Yihui Xie and Christophe Dervieux and Emily Riederer},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2020},
  isbn = {9780367563837},
  url = {https://bookdown.org/yihui/rmarkdown-cookbook},
}
@Manual{rpart,
title = {{rpart}: Recursive Partitioning and Regression Trees},
  author = {Terry Therneau and Beth Atkinson},
  year = {2023},
  note = {R package version 4.1.23},
  url = {https://CRAN.R-project.org/package=rpart},
}
@Article{RWeka2009,
  title = {Open-Source Machine Learning: {R} Meets {Weka}},
  author = {Kurt Hornik and Christian Buchta and Achim Zeileis},
  journal = {Computational Statistics},
  year = {2009},
  volume = {24},
  number = {2},
  pages = {225--232},
  doi = {10.1007/s00180-008-0119-7},
}

@Book{RWeka2005,
  title = {Data Mining: Practical Machine Learning Tools and Techniques},
  author = {Ian H. Witten and Eibe Frank},
  year = {2005},
  edition = {2nd},
  publisher = {Morgan Kaufmann},
  address = {San Francisco},
}
@Manual{sbrl,
title = {{sbrl}: Scalable Bayesian Rule Lists Model},
  author = {Hongyu Yang and Cynthia Rudin and Margo Seltzer},
  year = {2016},
  note = {R package version 1.2},
  url = {https://CRAN.R-project.org/package=sbrl},
}
@Manual{tm2024,
title = {{tm}: Text Mining Package},
  author = {Ingo Feinerer and Kurt Hornik},
  year = {2024},
  note = {R package version 0.7-14},
  url = {https://CRAN.R-project.org/package=tm},
}

@Article{tm2008,
  title = {Text Mining Infrastructure in R},
  author = {Ingo Feinerer and Kurt Hornik and David Meyer},
  year = {2008},
  journal = {Journal of Statistical Software},
  volume = {25},
  number = {5},
  pages = {1--54},
  month = {March},
  doi = {10.18637/jss.v025.i05},
}
@Manual{viridis,
  title = {{viridis(Lite)} - Colorblind-Friendly Color Maps for R},
  author = {{Garnier} and {Simon} and {Ross} and {Noam} and {Rudis} and {Robert} and {Camargo} and Antônio Pedro and {Sciaini} and {Marco} and {Scherer} and {Cédric}},
  year = {2024},
  note = {viridis package version 0.6.5},
  url = {https://sjmgarnier.github.io/viridis/},
  doi = {10.5281/zenodo.4679423},
}
@Article{yaImpute,
title = {{yaImpute}: An R Package for kNN Imputation},
  author = {{Nicholas L. Crookston} and {Andrew O. Finley}},
  journal = {Journal of Statistical Software},
  volume = {23},
  number = {10},
  day = {10},
  month = {10},
  year = {2007},
  coden = {JSSOBK},
  issn = {1548-7660},
  bibdate = {2007-10-10},
  url = {https://doi.org/10.18637/jss.v023.i10},
  accepted = {2007-10-10},
  submitted = {2007-06-20},
}
@Article{tidyverse,
  title = {Welcome to the {tidyverse}},
  author = {Hadley Wickham and Mara Averick and Jennifer Bryan and Winston Chang and Lucy D'Agostino McGowan and Romain François and Garrett Grolemund and Alex Hayes and Lionel Henry and Jim Hester and Max Kuhn and Thomas Lin Pedersen and Evan Miller and Stephan Milton Bache and Kirill Müller and Jeroen Ooms and David Robinson and Dana Paige Seidel and Vitalie Spinu and Kohske Takahashi and Davis Vaughan and Claus Wilke and Kara Woo and Hiroaki Yutani},
  year = {2019},
  journal = {Journal of Open Source Software},
  volume = {4},
  number = {43},
  pages = {1686},
  doi = {10.21105/joss.01686},
}
